Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Policy Critique
5,980 comments
Canada has changed, and it sure isn't for the fucking better!
Canada has changed, and it sure isn't for the fucking better!
Expresses disapproval of immigration policy and its effects on Canada without specific claims or detailed reasoning.
Policy Critique
0.80
BlackJacket705
Oct 1, 2025
While I am going to financially suffer from this, I want to see our country start new deals with Europe and Asia. Until tRump is gone and ALL of his minions have left office, I …
While I am going to financially suffer from this, I want to see our country start new deals with Europe and Asia. Until tRump is gone and ALL of his minions have left office, I don't want to see any deals with the US. \nWe knew Trump wanted to destroy Canada financially. This was NOT about fentynal.\nWe have enough wood, enough oil, and enough resources to establish good relationships around the world. And sustain fellow Canadians.
Combines personal economic impact disclosure with criticism of US trade policy and advocacy for alternative international partnerships.
@dvk7277
Mar 4, 2025
Trudeau now you're talking about the well-being of people in Canada what about when we had that thing where everybody had to get the shots you know the new normal since when do you care …
Trudeau now you're talking about the well-being of people in Canada what about when we had that thing where everybody had to get the shots you know the new normal since when do you care about the people in Canada?
Criticizes government policy inconsistency, contrasting current statements about people's well-being with past vaccine mandate policies.
@CatBeck-lg7gp
Mar 4, 2025
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Criticizes Canadian visa checking procedures as inadequate while expressing moral disapproval of immigration, blending policy and threat concerns.
Cbuddy30
Jan 29, 2026
Of course they are our government is so dumb they are a bunch of dishonest people
Of course they are our government is so dumb they are a bunch of dishonest people
Criticizes government competence and honesty regarding immigration policy implementation.
chrisophernevitt3603
Oct 2, 2025
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Critiques immigration policy by arguing that concentration from specific countries prevents assimilation.
SumerS-j7e
Oct 2, 2025
Seems like Trudeau has a lot of power for somebody that supposedly resigned.
Seems like Trudeau has a lot of power for somebody that supposedly resigned.
Questions the legitimacy of Trudeau's authority and power, critiquing the political situation and governance structure.
Policy Critique
0.80
@barryandrews8072
Mar 4, 2025
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians …
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians to do this PR stunt that will have long term consequences.
Critique of political strategy and policy approach regarding country-specific immigration targeting.
Policy Critique
0.80
vishnupvNB
Oct 2, 2025
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
Criticizes government administration as a failure and invokes ethnic identity ('Administration people are Indian') to frame decline.
rickym3
Oct 2, 2025
This is how a leader communicates?
This is how a leader communicates?
Rhetorical question critiquing leadership communication style and competence.
Policy Critique
0.80
@aimen6445
Mar 4, 2025
Trump's tariffs and other senseless foreign policy initiatives destabilize the international order. And Trump knows it. Another head of state is doing likewise whose efforts Trump is helping, intentionally or not. In view of other …
Trump's tariffs and other senseless foreign policy initiatives destabilize the international order. And Trump knows it. Another head of state is doing likewise whose efforts Trump is helping, intentionally or not. In view of other recent events, they may not be coincidental, to America's shame and disgrace!
Analyzes Trump's foreign policy as destabilizing and critiques international consequences while comparing leaders.
@RaulFields-s6z
Mar 4, 2025
They don't have a clue. Fantastic civil service we have here.
They don't have a clue.
Fantastic civil service we have here.
Criticizes government civil service competence in handling immigration matters, expressing skepticism about institutional effectiveness.
Policy Critique
0.80
robheggart9624
Oct 1, 2025
A dictator talking about another dictator, this guy literally shut down government and delayed the election
A dictator talking about another dictator, this guy literally shut down government and delayed the election
Criticizes political leadership as dictatorial and references specific policy actions (government shutdown, election delay) as evidence of authoritarian behavior.
@orlandodiaz9472
Mar 4, 2025
Imagine gaslighting during your speech. Oh wait, it's Trudeau. Every speech is gaslighting his own people and the world.
Imagine gaslighting during your speech. Oh wait, it's Trudeau. Every speech is gaslighting his own people and the world.
Criticizes Trudeau's rhetoric and governance as deceptive and misleading to citizens.
Policy Critique
0.80
@4baller_kids
Mar 4, 2025
Pity politicians can only be this straight and honest when they are at the end of their term.
Pity politicians can only be this straight and honest when they are at the end of their term.
Critiques politicians for only being honest at the end of their terms, implying dishonesty during office.
Policy Critique
0.80
@ashleythom1052
Mar 4, 2025
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead …
Wow! Trudue did nothing to prevent the tarrifs but instead he just talk about it use it to his advantage for his political career that was very bad few days ago. Do your work instead of just talking. Criminals , fentanyl and open boarder is still open. Still so many illegal immigrants are still here. How many have you send home already? No news about illegal immigrants that they send home. Too\n Much barking no bite! Show us how many illegal immigrants have you send home? How many drug lords have you put in jail? No statistics. No proof . Who would believe in you? Show us the proof!!!
Critiques Trudeau's policy performance on immigration and border security while making unverified claims about deportation statistics and criminal activity.
@hazelhazel5871
Mar 4, 2025
Canada needs to plug this big hole. This student program has messed up Canada and it's social fabric. Stop it now.
Canada needs to plug this big hole. This student program has messed up Canada and it's social fabric. Stop it now.
Criticizes the student visa program as damaging Canada's social fabric and calls for immediate cessation; frames as urgent policy problem.
SohailAsif-o3d
Oct 1, 2025
He wouldn't know truth if it slapped him in the face. \n1. It's not a trade war. We've asked you to step up ,cooperate in ending Fentanyl/Border Crisis.\nAcusing us of ANYTHING ELSE IS A LIE.
He wouldn't know truth if it slapped him in the face. \n1. It's not a trade war. We've asked you to step up ,cooperate in ending Fentanyl/Border Crisis.\nAcusing us of ANYTHING ELSE IS A LIE.
Disputes Trudeau's framing of trade issues and critiques his handling of border/fentanyl crises while claiming he is lying.
@TheJanice52
Mar 4, 2025
How quickly we forget: nine years of Trudeau have brought rising prices, high inflation, a housing crisis, multiple scandals, and let's not forget the Freedom Convoy fiasco. He is an opportunist exploiting tariffs as a …
How quickly we forget: nine years of Trudeau have brought rising prices, high inflation, a housing crisis, multiple scandals, and let's not forget the Freedom Convoy fiasco. He is an opportunist exploiting tariffs as a political ploy, so don’t fall for it.
Critiques Trudeau's nine-year record on multiple policy fronts while claiming he is exploiting tariffs for political gain.
@lesliespencer5408
Mar 4, 2025
Mindboggling that canadians want to keep rewarding the liberals who destroyed our immigration system
Mindboggling that canadians want to keep rewarding the liberals who destroyed our immigration system
Criticizes the Liberal government's immigration system management and implicitly calls for voters to stop supporting them.
paulbadics3500
Feb 18, 2026
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)